{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:NWY7M4H4LENHO2DTK54HVQVZCB","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"ab9bbe780243ddfd248a304afece1d9c6931f8904175e9d78aa498ce0b58a243","cross_cats_sorted":["cs.CV","cs.NE","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2018-05-25T07:00:31Z","title_canon_sha256":"7d9b28ab67604093fc2b700b2de8f5805c5ee6dfa7200fa5d43529330167fe9b"},"schema_version":"1.0","source":{"id":"1805.10002","kind":"arxiv","version":5}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1805.10002","created_at":"2026-05-17T23:54:31Z"},{"alias_kind":"arxiv_version","alias_value":"1805.10002v5","created_at":"2026-05-17T23:54:31Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1805.10002","created_at":"2026-05-17T23:54:31Z"},{"alias_kind":"pith_short_12","alias_value":"NWY7M4H4LENH","created_at":"2026-05-18T12:32:40Z"},{"alias_kind":"pith_short_16","alias_value":"NWY7M4H4LENHO2DT","created_at":"2026-05-18T12:32:40Z"},{"alias_kind":"pith_short_8","alias_value":"NWY7M4H4","created_at":"2026-05-18T12:32:40Z"}],"graph_snapshots":[{"event_id":"sha256:7fac700aa3fce403c381c22a3c1d671d82fcde02e196f349aa0d83daf606d73c","target":"graph","created_at":"2026-05-17T23:54:31Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"paper":{"abstract_excerpt":"The goal of few-shot learning is to learn a classifier that generalizes well even when trained with a limited number of training instances per class. The recently introduced meta-learning approaches tackle this problem by learning a generic classifier across a large number of multiclass classification tasks and generalizing the model to a new task. Yet, even with such meta-learning, the low-data problem in the novel classification task still remains. In this paper, we propose Transductive Propagation Network (TPN), a novel meta-learning framework for transductive inference that classifies the ","authors_text":"Eunho Yang, Juho Lee, Minseop Park, Saehoon Kim, Sung Ju Hwang, Yanbin Liu, Yi Yang","cross_cats":["cs.CV","cs.NE","stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2018-05-25T07:00:31Z","title":"Learning to Propagate Labels: Transductive Propagation Network for Few-shot Learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1805.10002","kind":"arxiv","version":5},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:505b5fb7acae6a85a53b6e9833f0df799edd1db7b9ecc1e48165e9059b2f536b","target":"record","created_at":"2026-05-17T23:54:31Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"ab9bbe780243ddfd248a304afece1d9c6931f8904175e9d78aa498ce0b58a243","cross_cats_sorted":["cs.CV","cs.NE","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2018-05-25T07:00:31Z","title_canon_sha256":"7d9b28ab67604093fc2b700b2de8f5805c5ee6dfa7200fa5d43529330167fe9b"},"schema_version":"1.0","source":{"id":"1805.10002","kind":"arxiv","version":5}},"canonical_sha256":"6db1f670fc591a77687357787ac2b91044c68fd5676a031bae5b1ab7249a03c4","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"6db1f670fc591a77687357787ac2b91044c68fd5676a031bae5b1ab7249a03c4","first_computed_at":"2026-05-17T23:54:31.740855Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-17T23:54:31.740855Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"HZZv+jSGZOFZk4YJ9OY6nMIyFhiLiw1FZG/G3d61yZHcHwrVStZgRaqZbHfYBlpIY5X4k08kig+bIM64XdBtDg==","signature_status":"signed_v1","signed_at":"2026-05-17T23:54:31.741310Z","signed_message":"canonical_sha256_bytes"},"source_id":"1805.10002","source_kind":"arxiv","source_version":5}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:505b5fb7acae6a85a53b6e9833f0df799edd1db7b9ecc1e48165e9059b2f536b","sha256:7fac700aa3fce403c381c22a3c1d671d82fcde02e196f349aa0d83daf606d73c"],"state_sha256":"f8f4f79d94fd03ea0051bbd2b46d48027ae6d47725b80ee99c33996406047ed2"}